Introduction

1. Introduction data

  • Short Introduction

  • What kind kinf of data

  • Teams presentation

2. Analyze data team Inazuma Japon

  • Analyse to understand the composition of Inazuma

  • Teams order

  • Teams presentation

3. Build up the best Team

Introduction

This is it, the moment we’ve been waiting for is here ! Welcome Ladies and gentlemen on the most popular tournament event of all the time, The Footbal Fontrier International ! This year, 10 football teams pretend to the world champion ! The competition is about to start in the outstanding island of Liocott. I’m ENIONA Rapahël and i have the pleasure during the tournament to comment and also explain which football teams is likely to win this year.

Speak of the devil there we go the first team are coming on the stadium !

Mac Robingo

Paolo Bianchi

Tiago torres

Edgard

Mark evans

Kruger

The tournament is about to start with all these teams. We can’t wait to see all of them on the field to determinate among all of them the best team of the world ! Nevertheless I could i managed to collect all the figure about all the player in the tournament in order to know which team has a bit of the cherry to win this year !

Let’s get started with a short presentation of the data !

Remarque: (On the anime we only see these team and not the 10 one so i decided to work only with the football team mentioned before)

1. Introduction data

This chart resume all the data we can find in our analyse

## # A tibble: 130 x 17
##    Name  Element Position    FP    TP  Kick  Body Control Guard Speed Stamina
##    <chr> <chr>   <chr>    <dbl> <dbl> <dbl> <dbl>   <dbl> <dbl> <dbl>   <dbl>
##  1 Mark~ Earth   GK         125   135    53    53      49    80    52      69
##  2 Darr~ Wood    GK         113   142    59    54      66    72    56      60
##  3 Jack~ Earth   DF         113   116    40    53      62    66    49      65
##  4 Scot~ Wood    DF         126   114    44    58      57    63    65      72
##  5 Arch~ Air     DF         125   124    78    54      52    58    52      48
##  6 Tod ~ Fire    DF         118   114    54    55      53    56    59      56
##  7 Nath~ Air     DF         124   122    64    58      68    57    76      58
##  8 Hurl~ Air     DF         132   117    75    70      51    61    51      71
##  9 Thor~ Air     MF         124   137    56    80      53    62    50      71
## 10 Jord~ Wood    MF         125   124    63    59      79    56    71      55
## # ... with 120 more rows, and 6 more variables: Guts <dbl>, Freedom <dbl>, `1st
## #   Move` <lgl>, `2nd Move` <lgl>, `3rd Move` <lgl>, Equipe <chr>

First of all we can say that we’ve got a sample of 8 teams among the 10. Accumulate we have 130 soccer players in this tournament. We also have 17 some of them are numeric like () and some other are character like (). Let’s present all our variables in order to comprehend what kind of infomration we have about all the soccer players.

PE : Cela représente à quel point votre joueur est “en forme”. Plus la jauge est pleine, il sera au top de ses capacités. Plus la jauge se vide, il verra sa vitesse baissé et ses chances de gagner une confrontation diminuées.

PT : Permet l’utilisation de techniques spéciales,le coût de chacune d’elle sera soustrait à la valeur restante.

Frappe : La capacité à tirer avec succès. ( Y compris les passes )

Maîtrise : La capacité à garder possession du ballon. ( Techniques spéciales d’attaque ou dribble / esquive )

Précision : La capacité à utiliser des techniques spéciales avec succès.

Défense : La capacité à bloquer le tir d’un adversaire ou à lui prendre le ballon. ( Techniques spéciales de défense ou blocage / tacle )

Vitesse : Plus cette aptitude est élevée, plus le joueur est rapide sur le terrain.

Endurance : Plus cette aptitude est élevée, moins le joueur a de chances de voir baisser ses PE.

Interception : La capacité à intercepter un tir ou à recevoir une passe avec succès. ( Techniques spéciales de gardien ou arrêt / poing ) .

Chance : Plus cette aptitude est élevée, plus la possibilité d’un augmentation temporaire de la force d’une technique spéciale est grande. ( Critique )

## # A tibble: 130 x 14
##    Name  Element Position    FP    TP  Kick  Body Control Guard Speed Stamina
##    <chr> <chr>   <chr>    <dbl> <dbl> <dbl> <dbl>   <dbl> <dbl> <dbl>   <dbl>
##  1 Mark~ Earth   GK         125   135    53    53      49    80    52      69
##  2 Darr~ Wood    GK         113   142    59    54      66    72    56      60
##  3 Jack~ Earth   DF         113   116    40    53      62    66    49      65
##  4 Scot~ Wood    DF         126   114    44    58      57    63    65      72
##  5 Arch~ Air     DF         125   124    78    54      52    58    52      48
##  6 Tod ~ Fire    DF         118   114    54    55      53    56    59      56
##  7 Nath~ Air     DF         124   122    64    58      68    57    76      58
##  8 Hurl~ Air     DF         132   117    75    70      51    61    51      71
##  9 Thor~ Air     MF         124   137    56    80      53    62    50      71
## 10 Jord~ Wood    MF         125   124    63    59      79    56    71      55
## # ... with 120 more rows, and 3 more variables: Guts <dbl>, Freedom <dbl>,
## #   Equipe <chr>
Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom Equipe
Mark Evans Earth GK 125 135 53 53 49 80 52 69 79 22 Inazuma Japon
Darren LaChance Wood GK 113 142 59 54 66 72 56 60 64 25 Inazuma Japon
Jack Wallside Earth DF 113 116 40 53 62 66 49 65 54 35 Inazuma Japon
Scott Banyan Wood DF 126 114 44 58 57 63 65 72 50 31 Inazuma Japon
Archer Hawkins Air DF 125 124 78 54 52 58 52 48 74 39 Inazuma Japon
Tod Ironside Fire DF 118 114 54 55 53 56 59 56 65 19 Inazuma Japon
Nathan Swift Air DF 124 122 64 58 68 57 76 58 40 23 Inazuma Japon
Hurley Kane Air DF 132 117 75 70 51 61 51 71 65 9 Inazuma Japon
Thor Stoutberg Air MF 124 137 56 80 53 62 50 71 68 20 Inazuma Japon
Jordan Greenway Wood MF 125 124 63 59 79 56 71 55 62 14 Inazuma Japon
Caleb Stonewall Fire MF 126 130 59 78 66 58 65 53 64 9 Inazuma Japon
Jude Sharp Air MF 123 126 63 59 79 52 68 56 68 17 Inazuma Japon
David Samford Wood FW 124 126 70 60 61 53 58 70 67 13 Inazuma Japon
Shawn Froste Air FW 120 120 61 59 72 59 77 62 57 7 Inazuma Japon
Xavier Foster Fire FW 111 129 71 63 67 58 69 51 60 9 Inazuma Japon
Kevin Dragonfly Wood FW 122 124 79 60 49 53 51 64 70 20 Inazuma Japon
Austin Hobbes Wood FW 120 130 72 56 60 55 60 56 57 42 Inazuma Japon
Axel Blaze Fire FW 133 123 78 66 62 58 63 60 60 13 Inazuma Japon
Freddy Fire GK 120 140 50 67 48 82 51 46 64 22 Knights of Queen
Gareth Earth GK 134 136 43 57 68 69 62 56 48 38 Knights of Queen
Johnny G Wood DF 128 127 52 62 67 68 62 62 54 13 Knights of Queen
David Earth DF 127 108 54 60 78 66 53 55 50 15 Knights of Queen
Lance Air DF 126 120 65 71 56 58 54 54 77 9 Knights of Queen
Edge Wood DF 123 117 54 54 53 71 69 58 62 17 Knights of Queen
Martin Fire DF 105 109 51 48 69 56 62 34 62 65 Knights of Queen
Peter Fire MF 133 103 51 66 60 53 56 71 57 15 Knights of Queen
Gary Earth MF 124 116 54 84 72 59 52 47 54 14 Knights of Queen
Paul Wood MF 125 109 55 58 60 54 59 60 57 47 Knights of Queen
Eric Fire MF 127 116 65 63 52 55 64 51 55 44 Knights of Queen
Beat Earth MF 137 107 65 62 44 43 56 64 66 38 Knights of Queen
Mikey Wood MF 130 122 55 53 69 51 71 60 51 43 Knights of Queen
Edgar Wood FW 126 119 96 71 58 47 57 48 57 26 Knights of Queen
Philip Earth FW 122 121 90 44 52 50 68 60 63 16 Knights of Queen
Nick Air FW 125 114 67 59 51 54 51 62 56 39 Knights of Queen
Jorge Fire GK 125 128 56 54 49 80 60 60 59 24 The Empire
Lionel Air GK 133 128 52 60 49 56 57 60 56 46 The Empire
Therese Fire DF 134 129 52 62 60 82 59 51 70 17 The Empire
Julio Wood DF 134 118 67 70 48 74 62 51 36 25 The Empire
Gordo Wood DF 126 102 49 58 60 73 52 42 77 20 The Empire
Ramon Earth DF 122 126 53 59 51 69 56 54 78 15 The Empire
Hernan Air DF 128 99 52 60 60 75 60 52 76 6 The Empire
Esteban Air MF 127 103 58 59 58 64 59 58 69 13 The Empire
Sergio Wood MF 126 105 47 60 52 70 65 55 64 22 The Empire
Roberto Air MF 122 108 68 60 54 65 79 62 58 3 The Empire
Pablo Air MF 128 99 68 71 48 60 60 52 60 15 The Empire
Herman Wood MF 124 115 53 77 40 60 52 45 40 64 The Empire
Leone Fire FW 130 120 68 58 44 68 76 41 52 30 The Empire
Diego Earth FW 125 117 61 59 66 60 56 60 71 6 The Empire
Mario Fire FW 136 103 50 61 52 57 58 50 52 52 The Empire
Ricardo Earth FW 128 106 43 40 40 56 41 67 40 108 The Empire
Kid Wood GK 100 129 72 40 44 75 75 37 67 20 Unicorn
Alex Earth GK 105 114 92 76 39 47 35 32 89 16 Unicorn
Ted Earth DF 121 144 47 40 45 55 68 48 62 56 Unicorn
Tony Fire DF 140 115 52 68 53 74 52 54 49 28 Unicorn
Dyke Air DF 128 86 76 73 34 80 37 32 73 27 Unicorn
Domon Wood DF 129 125 56 61 62 76 60 65 61 9 Unicorn
Rob Air DF 118 112 63 51 52 50 62 56 56 34 Unicorn
Bob Air DF 127 122 69 54 55 51 52 49 54 52 Unicorn
Steve Fire MF 132 107 52 68 52 54 49 64 70 20 Unicorn
Ichinose Wood MF 130 128 79 60 72 64 63 53 71 0 Unicorn
Sean Earth MF 118 135 49 58 72 43 40 40 44 69 Unicorn
Mark Wood MF 131 130 68 88 64 57 58 57 54 4 Unicorn
Sammy Wood MF 132 98 32 37 36 36 75 76 78 62 Unicorn
Dylan Fire FW 125 110 95 52 60 47 51 60 62 8 Unicorn
Michele Earth FW 125 124 62 66 69 55 50 60 53 10 Unicorn
Eddie Fire FW 128 102 59 57 63 56 56 58 52 27 Unicorn
Blasi Air GK 107 124 63 50 72 86 32 36 83 12 Orpheus
Daniele Fire GK 136 136 48 68 53 75 66 37 61 24 Orpheus
Vento Air DF 126 122 42 52 56 77 80 56 56 11 Orpheus
Ottorino Wood DF 140 126 60 66 61 72 53 56 61 13 Orpheus
Gattuso Fire DF 135 115 58 52 62 76 51 47 86 3 Orpheus
Marco Earth DF 132 122 56 61 65 66 62 68 56 5 Orpheus
Giuseppe Air DF 140 122 49 48 55 77 52 48 64 45 Orpheus
Angelo Air MF 115 133 50 53 64 68 72 48 58 23 Orpheus
Giorgio Earth MF 132 126 56 74 61 59 59 54 61 6 Orpheus
Dante Fire MF 140 124 83 70 52 51 51 42 76 7 Orpheus
Gianluca Wood MF 122 123 56 65 64 57 64 52 56 11 Orpheus
Enrico Earth MF 128 126 65 77 52 53 52 54 56 19 Orpheus
Alessandro Wood MF 100 148 61 62 62 57 63 58 56 3 Orpheus
Hide Nakata Earth MF 144 120 85 70 70 60 64 68 62 1 Orpheus
Fidio Wood FW 115 130 62 78 79 46 66 58 66 5 Orpheus
Raffaele Earth FW 120 118 70 60 52 63 71 48 60 16 Orpheus
Falcao Earth GK 120 136 49 61 52 72 59 62 56 40 The Kingdom
Javali Earth GK 121 137 76 56 63 76 40 47 75 5 The Kingdom
Lagarto Wood DF 124 117 50 51 50 68 69 64 68 20 The Kingdom
Bagre Air DF 122 116 47 59 58 66 48 60 61 9 The Kingdom
Monstro Fire DF 128 115 96 64 40 58 51 48 67 14 The Kingdom
Formiga Earth DF 123 121 51 56 62 70 60 56 57 17 The Kingdom
Urso Fire DF 130 122 50 58 56 66 53 51 51 38 The Kingdom
Cavalo Fire DF 110 132 68 60 68 64 44 44 71 13 The Kingdom
Presa Air MF 115 129 52 58 74 48 75 50 77 0 The Kingdom
Borboleta Air MF 118 110 67 60 69 62 65 64 48 5 The Kingdom
Coruja Earth MF 127 122 52 64 55 75 70 69 64 -11 The Kingdom
Leonardo Wood MF 130 125 68 100 51 68 45 39 60 9 The Kingdom
Tigre Air MF 127 118 52 74 58 50 69 60 51 11 The Kingdom
Roniejo Fire FW 130 114 85 60 70 60 60 63 54 8 The Kingdom
Gato Fire FW 130 121 76 68 57 68 63 55 60 -5 The Kingdom
Grilo Wood FW 133 125 63 58 57 55 58 49 62 19 The Kingdom
Rococo Earth GK 110 132 58 50 57 85 55 69 73 8 Little Gigant
Kane Wood GK 114 130 55 52 55 52 68 52 52 48 Little Gigant
Windy Air DF 115 104 68 57 69 60 78 50 45 17 Little Gigant
Walter Earth DF 130 120 63 65 60 71 45 48 49 40 Little Gigant
Ginny Wood DF 123 115 56 52 68 67 52 62 61 12 Little Gigant
Marron Fire DF 124 127 48 48 52 56 60 62 66 50 Little Gigant
McCall Fire DF 123 122 52 52 69 55 55 56 50 42 Little Gigant
Shintei Air MF 120 100 62 62 62 62 62 65 62 3 Little Gigant
Yumu Wood MF 128 108 59 76 62 58 48 48 61 26 Little Gigant
Kito Fire MF 128 114 64 60 61 60 49 61 76 1 Little Gigant
Maxi Air MF 127 120 60 62 79 68 56 58 62 4 Little Gigant
Maygar Earth MF 122 128 58 61 62 60 59 62 60 17 Little Gigant
Ryuu Air MF 136 125 73 63 50 52 60 60 55 13 Little Gigant
Squid Fire FW 119 132 43 70 57 71 53 55 70 18 Little Gigant
Goushu Fire FW 133 124 79 66 58 62 66 64 56 7 Little Gigant
Drago Wood FW 124 117 85 56 62 50 30 71 67 31 Little Gigant
Fermin Fire GK 129 134 45 45 47 97 40 66 70 28 Red Matador
Juan Earth GK 133 125 58 51 40 76 67 39 52 42 Red Matador
Queraldo Earth DF 134 101 68 61 45 63 66 67 51 22 Red Matador
Jose Air DF 118 110 43 45 61 73 52 56 55 45 Red Matador
Rafael Wood DF 122 120 45 59 55 76 48 74 62 21 Red Matador
Antonio Earth DF 130 103 54 62 48 65 52 40 79 29 Red Matador
Laudi Wood DF 123 108 57 66 40 64 63 54 59 5 Red Matador
Joan Wood MF 125 121 40 75 70 44 64 70 44 20 Red Matador
Igor Fire MF 130 119 52 68 78 55 60 67 44 27 Red Matador
Miquel Air MF 126 114 68 57 73 51 78 49 47 13 Red Matador
Pedro Air MF 124 102 69 58 60 33 76 54 49 39 Red Matador
Carlos Earth MF 128 115 51 73 56 56 51 79 47 6 Red Matador
Samuel Earth FW 120 109 66 74 59 43 71 44 64 25 Red Matador
David Wood FW 117 103 70 66 55 40 56 52 63 7 Red Matador
Isaac Air FW 125 114 67 76 56 49 82 42 52 16 Red Matador
Federico Fire FW 134 100 47 81 68 35 59 61 60 9 Red Matador

The new board shows us the same but without the technic used by the character because we don’t have enough infomartion to compare them and define the strongest. I decided then not to use it in our analyze.

1. Introduction of teams

Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom Equipe
Length:130 Length:130 Length:130 Min. :100.0 Min. : 86.0 Min. :32.00 Min. : 37.00 Min. :34.00 Min. :33.00 Min. :30.00 Min. :32.00 Min. :36.00 Min. :-11.00 Length:130
Class :character Class :character Class :character 1st Qu.:122.0 1st Qu.:114.0 1st Qu.:52.00 1st Qu.: 56.00 1st Qu.:52.00 1st Qu.:55.00 1st Qu.:52.00 1st Qu.:49.25 1st Qu.:54.00 1st Qu.: 9.00 Class :character
Mode :character Mode :character Mode :character Median :125.5 Median :120.0 Median :58.50 Median : 60.00 Median :58.00 Median :60.00 Median :59.00 Median :56.00 Median :60.00 Median : 17.00 Mode :character
NA NA NA Mean :125.1 Mean :119.3 Mean :60.58 Mean : 61.33 Mean :58.31 Mean :61.38 Mean :58.78 Mean :55.80 Mean :60.56 Mean : 21.72 NA
NA NA NA 3rd Qu.:130.0 3rd Qu.:126.0 3rd Qu.:68.00 3rd Qu.: 66.00 3rd Qu.:64.75 3rd Qu.:68.75 3rd Qu.:65.00 3rd Qu.:62.00 3rd Qu.:66.75 3rd Qu.: 28.75 NA
NA NA NA Max. :144.0 Max. :148.0 Max. :96.00 Max. :100.00 Max. :79.00 Max. :97.00 Max. :82.00 Max. :79.00 Max. :89.00 Max. :108.00 NA

We’ve got over here a summary of our data in order to see many things as the capabilities of the players on this tournament. In the whole we can say that….

I decided to add a new variable in our chart in order to hav ea bette view on the capacities of our playsers. Basically i tried to made the mean of they skills on football. But I didn’t pu all the numeric data on the Mean to caracterize a player. In a nutshell I took only the variables that really matter when someone player football as his energy (FP), his aptitude to kick, to guard, to run (Speed), to resist (stamina and guts), the control of the ball and finally his power. Thanks to that im able to create a brand new variable based on all of these capacity in order to see mainly the global competence of each soccer players.

## # A tibble: 130 x 1
##    Moyenne
##      <dbl>
##  1    70  
##  2    68  
##  3    62.8
##  4    66.9
##  5    67.6
##  6    64.5
##  7    68.1
##  8    72  
##  9    70.5
## 10    71.2
## # ... with 120 more rows

The mean of all the new data from the variable Mean is 67.73462. Then we can say that all the player above the mean can be consideraded as good basically and the players under the average isn’t.

## [1] 67.73462
## # A tibble: 68 x 15
##    Name  Element Position    FP    TP  Kick  Body Control Guard Speed Stamina
##    <chr> <chr>   <chr>    <dbl> <dbl> <dbl> <dbl>   <dbl> <dbl> <dbl>   <dbl>
##  1 Mark~ Earth   GK         125   135    53    53      49    80    52      69
##  2 Darr~ Wood    GK         113   142    59    54      66    72    56      60
##  3 Nath~ Air     DF         124   122    64    58      68    57    76      58
##  4 Hurl~ Air     DF         132   117    75    70      51    61    51      71
##  5 Thor~ Air     MF         124   137    56    80      53    62    50      71
##  6 Jord~ Wood    MF         125   124    63    59      79    56    71      55
##  7 Cale~ Fire    MF         126   130    59    78      66    58    65      53
##  8 Jude~ Air     MF         123   126    63    59      79    52    68      56
##  9 Davi~ Wood    FW         124   126    70    60      61    53    58      70
## 10 Shaw~ Air     FW         120   120    61    59      72    59    77      62
## # ... with 58 more rows, and 4 more variables: Guts <dbl>, Freedom <dbl>,
## #   Equipe <chr>, Moyenne <dbl>

We can see that we’ve got 68 football players above the mean. This is amlmost the half of all the player on this tournament .

We can also caracterize our sample with the Element and the position he has.

## 
##   Air Earth  Fire  Wood 
##    32    31    32    35

## 
## DF FW GK MF 
## 43 28 16 43

Thanks those table we can say that we have…. (les joueurs sont repartie sur l’ensmeble des elements pas un qui domine vraiement plus qu’un autre) On peut ensuite voir que sur la repartition des postes nous avon sun desequilibre ce qui est totaleme,nt normal car suivant la composition de la formation le nombre de joueus sur un meme poste peut varier par exemple ….

…..

FP TP Kick Body Control Guard Speed Stamina Guts Freedom Moyenne
FP 1.0000000 -0.2136245 -0.0063473 0.2433677 -0.1418037 0.0222136 -0.0330398 0.1920470 -0.1413052 0.0023665 0.3757061
TP -0.2136245 1.0000000 -0.0448096 -0.0468908 0.1712603 0.2507756 -0.0051295 -0.0200671 0.0437013 -0.0619349 0.0815928
Kick -0.0063473 -0.0448096 1.0000000 0.1932640 -0.0415935 -0.2499198 -0.0752582 -0.1950782 0.1523087 -0.3245601 0.4158876
Body 0.2433677 -0.0468908 0.1932640 1.0000000 0.0808786 -0.1887880 -0.1226978 -0.1075842 -0.0954669 -0.3982063 0.3992149
Control -0.1418037 0.1712603 -0.0415935 0.0808786 1.0000000 -0.1393605 0.1314514 0.1076379 -0.1486225 -0.3230320 0.3412105
Guard 0.0222136 0.2507756 -0.2499198 -0.1887880 -0.1393605 1.0000000 -0.2022923 -0.0995551 0.1983701 -0.1629342 0.1640473
Speed -0.0330398 -0.0051295 -0.0752582 -0.1226978 0.1314514 -0.2022923 1.0000000 0.0619098 -0.2963802 -0.1395957 0.1811447
Stamina 0.1920470 -0.0200671 -0.1950782 -0.1075842 0.1076379 -0.0995551 0.0619098 1.0000000 -0.1552949 -0.1260365 0.2722225
Guts -0.1413052 0.0437013 0.1523087 -0.0954669 -0.1486225 0.1983701 -0.2963802 -0.1552949 1.0000000 -0.3256560 0.2518512
Freedom 0.0023665 -0.0619349 -0.3245601 -0.3982063 -0.3230320 -0.1629342 -0.1395957 -0.1260365 -0.3256560 1.0000000 -0.7777150
Moyenne 0.3757061 0.0815928 0.4158876 0.3992149 0.3412105 0.1640473 0.1811447 0.2722225 0.2518512 -0.7777150 1.0000000
FP TP Kick Body Control Guard Speed Stamina Guts Freedom Moyenne
Min. :-0.213624 Min. :-0.21362 Min. :-0.32456 Min. :-0.39821 Min. :-0.32303 Min. :-0.24992 Min. :-0.29638 Min. :-0.19508 Min. :-0.32566 Min. :-0.77772 Min. :-0.7777
1st Qu.:-0.087172 1st Qu.:-0.04585 1st Qu.:-0.13517 1st Qu.:-0.11514 1st Qu.:-0.14058 1st Qu.:-0.17586 1st Qu.:-0.13115 1st Qu.:-0.11681 1st Qu.:-0.15196 1st Qu.:-0.32511 1st Qu.: 0.1726
Median : 0.002367 Median :-0.00513 Median :-0.04159 Median :-0.04689 Median : 0.08088 Median :-0.09956 Median :-0.03304 Median :-0.02007 Median :-0.09547 Median :-0.16293 Median : 0.2722
Mean : 0.118144 Mean : 0.10499 Mean : 0.07490 Mean : 0.08701 Mean : 0.09437 Mean : 0.05387 Mean : 0.04546 Mean : 0.08456 Mean : 0.04396 Mean :-0.14885 Mean : 0.2459
3rd Qu.: 0.217707 3rd Qu.: 0.12643 3rd Qu.: 0.17279 3rd Qu.: 0.21832 3rd Qu.: 0.15136 3rd Qu.: 0.18121 3rd Qu.: 0.09668 3rd Qu.: 0.14984 3rd Qu.: 0.17534 3rd Qu.:-0.09399 3rd Qu.: 0.3875
Max. : 1.000000 Max. : 1.00000 Max. : 1.00000 Max. : 1.00000 Max. : 1.00000 Max. : 1.00000 Max. : 1.00000 Max. : 1.00000 Max. : 1.00000 Max. : 1.00000 Max. : 1.0000

…..

## [1] 61.38462
## [1] 60.57692
## [1] 61.33077
## [1] 58.30769
## [1] 58.78462
## [1] 55.8
## [1] 60.56154

(watch out we can not pu the color see why)

As a result we can say that we have more players in Inazuma Japon may be because this is the main character of the anime and they want to show all the best characters.

## 
##  Pearson's Chi-squared test
## 
## data:  total
## X-squared = 9.549, df = 7, p-value = 0.2156

2. Analyze data team Inazuma Japon

L’equipe principale est celle d’inazuma Japon c’est l’equipe que nous allons analyser a fin de determiner si elle peut gagner le Mondial comme il est le cas dans l’anime.

Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom 1st Move 2nd Move 3rd Move Equipe
Length:18 Length:18 Length:18 Min. :111.0 Min. :114.0 Min. :40.00 Min. :53.00 Min. :49.00 Min. :52.00 Min. :49.00 Min. :48.00 Min. :40.00 Min. : 7.00 Mode:logical Mode:logical Mode:logical Length:18
Class :character Class :character Class :character 1st Qu.:120.0 1st Qu.:120.5 1st Qu.:56.75 1st Qu.:55.25 1st Qu.:53.00 1st Qu.:56.00 1st Qu.:52.00 1st Qu.:56.00 1st Qu.:57.75 1st Qu.:13.00 NA’s:18 NA’s:18 NA’s:18 Class :character
Mode :character Mode :character Mode :character Median :124.0 Median :124.0 Median :63.00 Median :59.00 Median :61.50 Median :58.00 Median :59.50 Median :60.00 Median :64.00 Median :19.50 NA NA NA Mode :character
NA NA NA Mean :122.4 Mean :125.2 Mean :63.28 Mean :60.83 Mean :61.44 Mean :59.83 Mean :60.67 Mean :60.94 Mean :62.44 Mean :20.39 NA NA NA NA
NA NA NA 3rd Qu.:125.0 3rd Qu.:129.8 3rd Qu.:71.75 3rd Qu.:62.25 3rd Qu.:66.75 3rd Qu.:61.75 3rd Qu.:67.25 3rd Qu.:68.00 3rd Qu.:67.75 3rd Qu.:24.50 NA NA NA NA
NA NA NA Max. :133.0 Max. :142.0 Max. :79.00 Max. :80.00 Max. :79.00 Max. :80.00 Max. :77.00 Max. :72.00 Max. :79.00 Max. :42.00 NA NA NA NA

As we can see on this summary wrap up all the data we could have seen during our analyze. This is interesting to interpret the strongest and the weakest player in Inazuma Japon…

## [1] 68.98611
Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom 1st Move 2nd Move 3rd Move Equipe Moyenne
Mark Evans Earth GK 125 135 53 53 49 80 52 69 79 22 NA NA NA Inazuma Japon 70.000
Hurley Kane Air DF 132 117 75 70 51 61 51 71 65 9 NA NA NA Inazuma Japon 72.000
Thor Stoutberg Air MF 124 137 56 80 53 62 50 71 68 20 NA NA NA Inazuma Japon 70.500
Jordan Greenway Wood MF 125 124 63 59 79 56 71 55 62 14 NA NA NA Inazuma Japon 71.250
Caleb Stonewall Fire MF 126 130 59 78 66 58 65 53 64 9 NA NA NA Inazuma Japon 71.125
Jude Sharp Air MF 123 126 63 59 79 52 68 56 68 17 NA NA NA Inazuma Japon 71.000
David Samford Wood FW 124 126 70 60 61 53 58 70 67 13 NA NA NA Inazuma Japon 70.375
Shawn Froste Air FW 120 120 61 59 72 59 77 62 57 7 NA NA NA Inazuma Japon 70.875
Axel Blaze Fire FW 133 123 78 66 62 58 63 60 60 13 NA NA NA Inazuma Japon 72.500

Among all the player in Inazuma Japon we can say that only 9 of them are above the Mean. Half of the team can pretend to be a good player globaly.

Pour le test du khi deux !!

Le résultat nous indique trois valeurs :

X-squared, la valeur de la statistique du χ² pour notre tableau, c’est-à-dire une “distance” entre notre tableau observé et celui attendu si les deux variables étaient indépendantes. df, le nombre de degrés de libertés du test. p-value, le fameux p, qui indique la probabilité d’obtenir une valeur de la statistique du χ² au moins aussi extrême sous l’hypothèse d’indépendance.

Ici, le p est extrêmement petit (la notation < 2.2e-16 indique qu’il est plus petit que la plus petite valeur proche de zéro calculable par R), donc certainement en-dessous du seuil de décision choisi préalablement au test (souvent 5%, soit 0.05). On peut donc rejeter l’hypothèse d’indépendance des lignes et des colonnes du tableau.

#### Inazuma Japon par rapport aux autres equipes ####

The spider graph can help us to have a better view on the mean of all the team on this tournament. This graph shows us that on average all the team in this tournament have similarities. There is not big distance between all of them. Orpheus seems to be the best in control, guard, body and speed too. Only the Unicorn are less effective in guard.

3. Build up the best Team

There we go on this tournament you could have seen some fantastic players and teams ! However that would be interesting to try to gather all the best players in one team, i mean set up a new team made by all the greatest players. I came up with this idea because it will help us to define all the best player in each position.

This is it, it’s time to build up a team that is suppose to gather the best players in the entire world. In order to choose our players we are going to filter all the players by position to select only the best players in their position.

First of all let’s get started with the goalkeeper. To determine the most suitible I’ve chosen to only considerate the variables

  • Position = in order to select only the goalkeepers of all teams
  • Guard = because this is the most important variable for a goalkeeper
  • Moyenne = even if he is a goalkeeper he must be good globaly and not only on catching ball. He needs to be able to return the ball in a long distance = Kick and Body, etc..
Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom 1st Move 2nd Move 3rd Move Equipe Moyenne
Mark Evans Earth GK 125 135 53 53 49 80 52 69 79 22 NA NA NA Inazuma Japon 70.000
Darren LaChance Wood GK 113 142 59 54 66 72 56 60 64 25 NA NA NA Inazuma Japon 68.000
Jorge Fire GK 125 128 56 54 49 80 60 60 59 24 NA NA NA The Empire 67.875
Daniele Fire GK 136 136 48 68 53 75 66 37 61 24 NA NA NA Orpheus 68.000
Javali Earth GK 121 137 76 56 63 76 40 47 75 5 NA NA NA The Kingdom 69.250
Rococo Earth GK 110 132 58 50 57 85 55 69 73 8 NA NA NA Little Gigant 69.625

This is all the goalkeepers we could take to portect our goal. BUt we must take only one of them. The most importante varibale is the Guard so I decided to pick up the most good in Guard as show the classification below.

Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom 1st Move 2nd Move 3rd Move Equipe Moyenne
Rococo Earth GK 110 132 58 50 57 85 55 69 73 8 NA NA NA Little Gigant 69.625
Mark Evans Earth GK 125 135 53 53 49 80 52 69 79 22 NA NA NA Inazuma Japon 70.000
Jorge Fire GK 125 128 56 54 49 80 60 60 59 24 NA NA NA The Empire 67.875
Javali Earth GK 121 137 76 56 63 76 40 47 75 5 NA NA NA The Kingdom 69.250
Daniele Fire GK 136 136 48 68 53 75 66 37 61 24 NA NA NA Orpheus 68.000
Darren LaChance Wood GK 113 142 59 54 66 72 56 60 64 25 NA NA NA Inazuma Japon 68.000

Rococo is the best goalkeeper that we could have in our team !

Hector Helio

For now we msut do the same filter but this time with defenders. We need the 4th best defenders.

Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom 1st Move 2nd Move 3rd Move Equipe Moyenne
Edge Wood DF 123 117 54 54 53 71 69 58 62 17 NA NA NA Knights of Queen 68.000
Therese Fire DF 134 129 52 62 60 82 59 51 70 17 NA NA NA The Empire 71.250
Hernan Air DF 128 99 52 60 60 75 60 52 76 6 NA NA NA The Empire 70.375
Domon Wood DF 129 125 56 61 62 76 60 65 61 9 NA NA NA Unicorn 71.250
Lagarto Wood DF 124 117 50 51 50 68 69 64 68 20 NA NA NA The Kingdom 68.000

In order to pick up the best defenders for our team i decided to define the varaibles Guard as the most importe one as i did to select the goalkeeper.

## The following objects are masked from df_Excel_Inazuma (pos = 3):
## 
##     1st Move, 2nd Move, 3rd Move, Body, Control, Element, Equipe, FP,
##     Freedom, Guard, Guts, Kick, Moyenne, Name, Position, Speed,
##     Stamina, TP
## The following object is masked from package:ggplot2:
## 
##     Position
Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom 1st Move 2nd Move 3rd Move Equipe Moyenne
Therese Fire DF 134 129 52 62 60 82 59 51 70 17 NA NA NA The Empire 71.250
Domon Wood DF 129 125 56 61 62 76 60 65 61 9 NA NA NA Unicorn 71.250
Hernan Air DF 128 99 52 60 60 75 60 52 76 6 NA NA NA The Empire 70.375
Edge Wood DF 123 117 54 54 53 71 69 58 62 17 NA NA NA Knights of Queen 68.000
Lagarto Wood DF 124 117 50 51 50 68 69 64 68 20 NA NA NA The Kingdom 68.000

Those our best defenders for our team Therese, Domon Herman and Edge.

The same filter for the midfielder. We need 4 of them. In order to select the best i decided to select the control as the best of the variable for a midfielder because they need to be accurate to pass the ball ahead or behind.

## The following objects are masked from df_Excel_Inazuma (pos = 3):
## 
##     1st Move, 2nd Move, 3rd Move, Body, Control, Element, Equipe, FP,
##     Freedom, Guard, Guts, Kick, Moyenne, Name, Position, Speed,
##     Stamina, TP
## The following objects are masked from df_Excel_Inazuma (pos = 4):
## 
##     1st Move, 2nd Move, 3rd Move, Body, Control, Element, Equipe, FP,
##     Freedom, Guard, Guts, Kick, Moyenne, Name, Position, Speed,
##     Stamina, TP
## The following object is masked from package:ggplot2:
## 
##     Position
Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom 1st Move 2nd Move 3rd Move Equipe Moyenne
Jude Sharp Air MF 123 126 63 59 79 52 68 56 68 17 NA NA NA Inazuma Japon 71.000
Igor Fire MF 130 119 52 68 78 55 60 67 44 27 NA NA NA Red Matador 69.250
Hide Nakata Earth MF 144 120 85 70 70 60 64 68 62 1 NA NA NA Orpheus 77.875
Borboleta Air MF 118 110 67 60 69 62 65 64 48 5 NA NA NA The Kingdom 69.125
Shintei Air MF 120 100 62 62 62 62 62 65 62 3 NA NA NA Little Gigant 69.625
Maygar Earth MF 122 128 58 61 62 60 59 62 60 17 NA NA NA Little Gigant 68.000

Thanks to this classification, I’m able to determinate our best midfielder ! We have JUde Sharp, Igor, Hide Nakata and Borboleta.

Name Element Position FP TP Kick Body Control Guard Speed Stamina Guts Freedom 1st Move 2nd Move 3rd Move Equipe Moyenne
Axel Blaze Fire FW 133 123 78 66 62 58 63 60 60 13 NA NA NA Inazuma Japon 72.50
Fidio Wood FW 115 130 62 78 79 46 66 58 66 5 NA NA NA Orpheus 71.25 
## # A tibble: 6 x 18
##   Name  Element Position    FP    TP  Kick  Body Control Guard Speed Stamina
##   <chr> <chr>   <chr>    <dbl> <dbl> <dbl> <dbl>   <dbl> <dbl> <dbl>   <dbl>
## 1 Xavi~ Fire    FW         111   129    71    63      67    58    69      51
## 2 Axel~ Fire    FW         133   123    78    66      62    58    63      60
## 3 Edgar Wood    FW         126   119    96    71      58    47    57      48
## 4 Mich~ Earth   FW         125   124    62    66      69    55    50      60
## 5 Fidio Wood    FW         115   130    62    78      79    46    66      58
## 6 Gato  Fire    FW         130   121    76    68      57    68    63      55
## # ... with 7 more variables: Guts <dbl>, Freedom <dbl>, `1st Move` <lgl>, `2nd
## #   Move` <lgl>, `3rd Move` <lgl>, Equipe <chr>, Moyenne <dbl>

As a conclusion you can say that this new team is made with players from different teams. However the picture below shows us something interesting. We can find on it some things like Paolo, one of the best striker in the tournament. We also have two players in defense from the Argentina. If you remember Argentina is supposed to be the best team to defend.

Meilleure equipe selon l’analyse

However, this team is supposed to be the best team because it gathers all the best players but when you watch the animation you would build up another team. This is totally normal because in the animation you have the capacity to see the evolution and some games so it helps you to define which player are better tahn another one. Indeed, this is why I decided to show my team based on the animation and not on figures.

Mon equipe pour le mondial

As we cann see you’ve got some differences. I chose to pick up the player Xavier the one with red hair, because in the animation he is the only one we see score a goal to Hectir Helio the best goalkeepers in the animation.

But de xavier foster face a Hector I decided to chose Mac Robingo instead of Axel blaze because in my opinion even though Axel is great striker in the Animation Mac shows us that how incredible he is. as we can see on the picture below, where Mac robingo managed to dribble Axel.

Mac Robingo face a Axel blaze

I also decided to pick up as defender Nathan swift and Shawn Frost as defenders on the side because on the animation they good as defender and such fast. Eric Eagle is also on my time because he is really good on the animation they call him “ball magician” during the match against Inazuma Japon Eric is just unstoppable.